Food is extremely dense in energy. 1 food calorie is about 1.1 Watt-hours. A hamburger is about 490 Wh. An AI model requires 0.047 kWh = 47 Wh to generate 1000 text responses.[1] If an LLM could convert hamburgers to energy, it could generate over 10000 prompt completions on a single hamburger.
Based on my own experience, I would struggle to generate that much text without fries and a drink.
[1] https://www.theverge.com/24066646/ai-electricity-energy-watt...